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portfolio

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publications

Convergence of Heterogeneous Learning Dynamics in Zero-sum Stochastic Games

Published in arXiv, 2023

This paper presents new families of algorithms for the repeated play of two-agent (near) zero-sum games and two-agent zero-sum stochastic games.

Team Collaboration vs Competition: New Fictitious Play Dynamics for Multi-team Zero-Sum Games

Published in arXiv, 2024

This paper presents a new variant of fictitious play (FP) called team-fictitious-play (Team-FP) that can reach equilibrium in multi-team competition.

Strategizing against Q-learners: A Control-theoretical Approach

Published in IEEE L-CSS, 2024

In this paper, we explore the susceptibility of the Q-learning algorithm (a classical and widely used reinforcement learning method) to strategic manipulation of sophisticated opponents in games.

Strategic Control of Experience-Weighted Attraction Model in Human-AI Interactions

Published in 😊, 2024

This paper investigates a novel control framework for strategic Artificial Intelligence (AI) in human interactions. We leverage the Experience-Weighted Attraction (EWA) model, a widely used method for capturing human learning dynamics.

Vulnerability Assessment of Reinforcement Learning in Stochastic Security Games

Published in 😊, 2024

This paper investigates the vulnerability of RL (specifically independent Q-learning) algorithms used for defense in the context of stochastic security games with linear influence networks.

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015